Targeted Learning

1. The Open Problem
Sherri Rose, Mark J. Laan

2. Defining the Model and Parameter
Sherri Rose, Mark J. Laan

3. Super Learning
Eric C. Polley, Sherri Rose, Mark J. Laan

4. Introduction to TMLE
Sherri Rose, Mark J. Laan

5. Understanding TMLE
Sherri Rose, Mark J. Laan

6. Why TMLE?
Sherri Rose, Mark J. Laan

7. Bounded Continuous Outcomes
Susan Gruber, Mark J. Laan

8. Direct Effects and Effect Among the Treated
Alan E. Hubbard, Nicholas P. Jewell, Mark J. Laan

9. Marginal Structural Models
Michael Rosenblum

10. Positivity
Maya L. Petersen, Kristin E. Porter, Susan Gruber, Yue Wang, Mark J. Laan

11. Robust Analysis of RCTs Using Generalized Linear Models
Michael Rosenblum

12. Targeted ANCOVA Estimator in RCTs
Daniel B. Rubin, Mark J. Laan

13. Independent Case-Control Studies
Sherri Rose, Mark J. Laan

14. Why Match? Matched Case-Control Studies
Sherri Rose, Mark J. Laan

15. Nested Case-Control Risk Score Prediction
Sherri Rose, Bruce Fireman, Mark J. Laan

16. Super Learning for Right-Censored Data
Eric C. Polley, Mark J. Laan

17. RCTs with Time-to-Event Outcomes
Kelly L. Moore, Mark J. Laan

18. RCTs with Time-to-Event Outcomes and Effect Modification Parameters
Ori M. Stitelman, Victor Gruttola, C. William Wester, Mark J. Laan

19. C-TMLE of an Additive Point Treatment Effect
Susan Gruber, Mark J. Laan

20. C-TMLE for Time-to-Event Outcomes
Ori M. Stitelman, Mark J. Laan

21. Propensity-Score-Based Estimators and C-TMLE
Jasjeet S. Sekhon, Susan Gruber, Kristin E. Porter, Mark J. Laan

22. Targeted Methods for Biomarker Discovery
Catherine Tuglus, Mark J. Laan

23. Finding Quantitative Trait Loci Genes
Hui Wang, Sherri Rose, Mark J. Laan

24. Case Study: Longitudinal HIV Cohort Data
Maya L. Petersen, Mark J. Laan

25. Probability of Success of an In Vitro Fertilization Program
Antoine Chambaz

26. Individualized Antiretroviral Initiation Rules
Romain Neugebauer, Michael J. Silverberg, Mark J. Laan

27. Cross-Validated Targeted Minimum-Loss-Based Estimation
Wenjing Zheng, Mark J. Laan

28. Targeted Bayesian Learning
Iván Díaz Muñoz, Alan E. Hubbard, Mark J. Laan

29. TMLE in Adaptive Group Sequential Covariate-Adjusted RCTs
Antoine Chambaz, Mark J. Laan

30. Foundations of TMLE
Mark J. Laan, Sherri Rose

31. Introduction to R Code Implementation
Mark J. Laan, Sherri Rose

Nyckelord: Statistics, Statistical Theory and Methods, Public Health/Gesundheitswesen, Statistics for Life Sciences, Medicine, Health Sciences